{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Custom filters and other infrastructure types\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Use OSMnx to download and visualize a power line network and a subway system.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use custom filters to fine-tune your network. OSMnx uses `network_type` presets to query for streets that allow walking, biking, driving, etc. You can override this by passing a `custom_filter` to specify specific OSM ways you want in your graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "34 motorway\n",
      "11 primary\n",
      "45 motorway + primary\n"
     ]
    }
   ],
   "source": [
    "place = 'Berkeley, California, USA'\n",
    "\n",
    "# only get motorway ways\n",
    "cf = '[\"highway\"~\"motorway\"]'\n",
    "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n",
    "print(len(G), 'motorway')\n",
    "\n",
    "# only get primary ways\n",
    "cf = '[\"highway\"~\"primary\"]'\n",
    "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n",
    "print(len(G), 'primary')\n",
    "\n",
    "# use the pipe (|) as 'or' operator\n",
    "cf = '[\"highway\"~\"motorway|primary\"]'\n",
    "G = ox.graph_from_place(place, network_type='drive', custom_filter=cf)\n",
    "print(len(G), 'motorway + primary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# network of the canals of amsterdam\n",
    "place = 'Amsterdam, Netherlands'\n",
    "G = ox.graph_from_place(place, custom_filter='[\"waterway\"~\"canal\"]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To download the road network for an entire country, you often need to limit your query to something like motorways only, to fit in your computer's RAM. For large queries, such as the entire nation of Belgium, OSMnx will subdivide your query into multiple server requests to download all the data, then assemble the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 32.3 s, sys: 1.41 s, total: 33.8 s\n",
      "Wall time: 32.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# get only motorways, trunks, and their links in all of Belgium\n",
    "# takes a couple minutes to do all the downloading and processing\n",
    "# OSMnx automatically divides up the query into multiple requests to not overload server\n",
    "cf = '[\"highway\"~\"motorway|motorway_link|trunk|trunk_link\"]'\n",
    "G = ox.graph_from_place('Belgium', network_type='drive', custom_filter=cf)\n",
    "fig, ax = ox.plot_graph(G, node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get NY subway rail network\n",
    "# note this is rail *infrastructure* and thus includes crossovers, sidings, spurs, yards, etc\n",
    "# for station-based rail network, you should download a station adjacency matrix elsewhere\n",
    "ox.settings.useful_tags_way += ['railway']\n",
    "G = ox.graph_from_place('New York City, New York', retain_all=False, truncate_by_edge=True,\n",
    "                        simplify=True, custom_filter='[\"railway\"~\"subway\"]')\n",
    "\n",
    "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
